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El. knyga: Mobility, Data Mining and Privacy: Geographic Knowledge Discovery

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  • Formatas: PDF+DRM
  • Išleidimo metai: 12-Jan-2008
  • Leidėjas: Springer-Verlag Berlin and Heidelberg GmbH & Co. K
  • Kalba: eng
  • ISBN-13: 9783540751779
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  • Formatas: PDF+DRM
  • Išleidimo metai: 12-Jan-2008
  • Leidėjas: Springer-Verlag Berlin and Heidelberg GmbH & Co. K
  • Kalba: eng
  • ISBN-13: 9783540751779
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The technologies of mobile communications and ubiquitous computing are p- vading our society. Wireless networks are becoming the nerves of our territory, especially in the urban setting; through these nerves, the movement of people and vehicles may be sensed and possibly recorded, thus producing large volumes of mobility data. This is a scenario of great opportunities and risks. On one side, data mining can be put to work to analyse these data, with the purpose of producing useful knowledge in support of sustainable mobility and intelligent transportation systems. On the other side, individual privacy is at risk, as the mobility data may reveal, if misused, highly sensitive personal information. In a nutshell, a novel multi-disciplinary research area is emerging within this challenging con ict of opportunities and risks and at the crossroads of three s- jects: mobility, data mining and privacy. This book is aimed at shaping up this frontier of research, from a computer science perspective: we investigate the v- ious scienti c and technologicalachievementsthat are needed to face the challenge, anddiscussthecurrentstate oftheart,theopenproblemsandtheexpectedroad-map of research. Hence, this is a book for researchers: ?rst of all for computer science researchers, from any sub-area of the ?eld, and also for researchers from other disciplines (such as geography, statistics, social sciences, law, telecommunication and transportation engineering) who are willing to engage in a multi-disciplinary research area with potential for broad social and economic impact.
Setting the Stage.- Mobility, Data Mining and Privacy: A Vision of
Convergence.- Basic Concepts of Movement Data.- Characterising the Next
Generation of Mobile Applications Through a Privacy-Aware Geographic
Knowledge Discovery Process.- Wireless Network Data Sources: Tracking and
Synthesizing Trajectories.- Privacy Protection: Regulations and Technologies,
Opportunities and Threats.- Managing Moving Object and Trajectory Data.-
Trajectory Data Models.- Trajectory Database Systems.- Towards Trajectory
Data Warehouses.- Privacy and Security in Spatiotemporal Data and
Trajectories.- Mining Spatiotemporal and Trajectory Data.- Knowledge
Discovery from Geographical Data.- Spatiotemporal Data Mining.- Privacy in
Spatiotemporal Data Mining.- Querying and Reasoning for Spatiotemporal Data
Mining.- Visual Analytics Methods for Movement Data.